{"id":3292,"date":"2021-09-07T03:06:34","date_gmt":"2021-09-07T03:06:34","guid":{"rendered":"https:\/\/training.cloud-ace.vn\/?page_id=3292"},"modified":"2021-09-13T06:59:24","modified_gmt":"2021-09-13T06:59:24","slug":"professional-data-engineer","status":"publish","type":"page","link":"https:\/\/training.cloud-ace.vn\/en\/googlecloudcertification\/professional-data-engineer\/","title":{"rendered":"Professional Data Engineer"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3292\" class=\"elementor elementor-3292\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-af416f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"af416f9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6eaa9c7\" data-id=\"6eaa9c7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-037d899 elementor-widget elementor-widget-aux_image\" data-id=\"037d899\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au205f18e9\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-3-6.png\" alt=\"Asset 3\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-dd5e152 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dd5e152\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-5ce1434\" data-id=\"5ce1434\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1eb3933 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_image\" data-id=\"1eb3933\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-aub326b08e\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/09\/Asset-1-2.png\" alt=\"Asset 1\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f8874d7\" data-id=\"f8874d7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6cf6504 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"6cf6504\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h2 class=\"aux-modern-heading-primary\">T\u1ed5ng quan kho\u00e1 h\u1ecdc<\/h2><div class=\"aux-modern-heading-description\"><p>Th\u00f4ng qua kh\u00f3a h\u1ecdc, h\u1ecdc vi\u00ean s\u1ebd bi\u1ebft c\u00e1ch thi\u1ebft k\u1ebf, x\u00e2y d\u1ef1ng, v\u1eadn h\u00e0nh v\u00e0 gi\u00e1m s\u00e1t h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u1ea3m b\u1ea3o t\u00ednh b\u1ea3o m\u1eadt, kh\u1ea3 n\u0103ng t\u1ef1 m\u1edf r\u1ed9ng v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p v\u1edbi t\u00ednh ch\u1ea5t kinh doanh c\u1ee7a doanh nghi\u1ec7p. Ngo\u00e0i ra, b\u1ea1n c\u0169ng s\u1ebd t\u00ecm hi\u1ec3u c\u00e1ch t\u00e1i s\u1eed d\u1ee5ng, tri\u1ec3n khai v\u00e0 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh Machine learning. Qua \u0111\u00f3, b\u1ea1n s\u1ebd c\u00f3 \u0111\u1ea7y \u0111\u1ee7 ki\u1ebfn th\u1ee9c v\u00e0 k\u1ef9 n\u0103ng thi l\u1ea5y ch\u1ee9ng ch\u1ec9 Professional Data Engineer<\/p><p class=\"time\">Th\u1eddi gian: 36h<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f84f9f elementor-widget__width-auto aux-appear-watch-animation aux-scale-down-1 elementor-widget-mobile__width-inherit elementor-widget elementor-widget-aux_modern_button\" data-id=\"1f84f9f\" data-element_type=\"widget\" id=\"register-btn\" data-widget_type=\"aux_modern_button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t    <div class=\"aux-modern-button-wrapper aux-modern-button-align-left\" >\n                    <a class=\"aux-modern-button aux-black aux-modern-button-md aux-modern-button-normal aux-modern-button-default aux-icon-\">\n                <div class=\"aux-overlay\"><\/div>\n                                    <div class=\"aux-icon \">\n                                            <\/div>\n                                <div class=\"aux-text\">\n<span class=\"aux-text-before\">\u0110\u0103ng k\u00fd ngay<\/span>                <\/div>\n            <\/a>\n            \n    <\/div>\n\n    \t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-536a7c6 elementor-widget elementor-widget-html\" data-id=\"536a7c6\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script>\n   document.getElementById(\"register-btn\").onclick = function(){\n    console.log(\"clicked\");\n   let element = document.getElementById(\"register-form\");\n    element.scrollIntoView({behavior: \"smooth\"});\n   }\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-54c719f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"54c719f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0bf6923\" data-id=\"0bf6923\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-10d3109 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"10d3109\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3fa8ab6\" data-id=\"3fa8ab6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9d08868 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"9d08868\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\"> \u0110\u1ed1i t\u01b0\u1ee3ng h\u1ecdc vi\u00ean<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-faf9da4 elementor-widget elementor-widget-aux_image\" data-id=\"faf9da4\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-aufb3bf5e1\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-4-5.png\" alt=\"Asset 4\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-14472b6 aux-appear-watch-animation aux-fade-in-left-1 elementor-widget elementor-widget-aux_text\" data-move-in=\"\" data-move-out=\"\" data-axis-x=\"150\" data-axis-y=\"100\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"14472b6\" data-element_type=\"widget\" data-widget_type=\"aux_text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-text aux-parent-au0d7ca112\">        <div class=\"aux-widget-advanced-text aux-wrap-style-simple aux-ico-pos-top aux-text-left aux-text-resp- aux-text-color-dark aux-text-widget-bg-center  \" >\n        \n            \n            <div class=\"aux-text-inner aux-text-widget-content\">\n                                <div class=\"widget-content\">\n                                        <ul><li>Data Analysts, Data Scientists v\u00e0 Business Analysts m\u1edbi b\u1eaft \u0111\u1ea7u l\u00e0m vi\u1ec7c v\u1edbi Google Cloud<\/li><li>C\u00e1 nh\u00e2n mu\u1ed1n thi\u1ebft k\u1ebf data pipeline v\u00e0 ki\u1ebfn tr\u00fac \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u, t\u1ea1o v\u00e0 qu\u1ea3n l\u00fd m\u00f4 h\u00ecnh Machine Learning, th\u1ed1ng k\u00ea, c\u0169ng nh\u01b0 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u b\u1eb1ng report, dashboard.<\/li><\/ul>                <\/div>\n                            <\/div>\n        <\/div>\n                    <div class=\"aux-text-widget-footer\">\n                <div class=\"aux-border-shape-none \">\n                                <\/div>\n            <\/div>\n        \n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbc462d aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"fbc462d\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">Y\u00eau c\u1ea7u h\u1ecdc vi\u00ean<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-f51e4cb aux-appear-watch-animation aux-fade-in-left-1 elementor-widget elementor-widget-aux_text\" data-move-in=\"\" data-move-out=\"\" data-axis-x=\"150\" data-axis-y=\"100\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"f51e4cb\" data-element_type=\"widget\" data-widget_type=\"aux_text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-text aux-parent-au048c4450\">        <div class=\"aux-widget-advanced-text aux-wrap-style-simple aux-ico-pos-top aux-text-left aux-text-resp- aux-text-color-dark aux-text-widget-bg-center  \" >\n        \n            \n            <div class=\"aux-text-inner aux-text-widget-content\">\n                                <div class=\"widget-content\">\n                                        <ul><li>Ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc Big Data & Machine learning fundamental<\/li><li>Hi\u1ec3u bi\u1ebft c\u01a1 b\u1ea3n: SQL.<\/li><li>C\u00f3 kinh nghi\u1ec7m Data model, tr\u00edch xu\u1ea5t, \u0111\u1ed3ng b\u1ed9, nh\u1eadp v\u00e0 xu\u1ea5t d\u1eef li\u1ec7u<\/li><li>Hi\u1ec3u bi\u1ebft ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh: Python<\/li><li>C\u00f3 kinh nghi\u1ec7m l\u00e0m vi\u1ec7c v\u1edbi Machine Learning ho\u1eb7c th\u1ed1ng k\u00ea.<\/li><\/ul>                <\/div>\n                            <\/div>\n        <\/div>\n                    <div class=\"aux-text-widget-footer\">\n                <div class=\"aux-border-shape-none \">\n                                <\/div>\n            <\/div>\n        \n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-24cdb21\" data-id=\"24cdb21\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e52ccd4 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"e52ccd4\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">m\u1ee5c ti\u00eau kho\u00e1 h\u1ecdc<\/h5><div class=\"aux-modern-heading-description\"><p>Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc, h\u1ecdc vi\u00ean s\u1ebd n\u1eafm \u0111\u01b0\u1ee3c c\u00e1c ki\u1ebfn th\u1ee9c nh\u01b0 sau:<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"aux-scroll-anim elementor-element elementor-element-d72ca45 aux-appear-watch-animation aux-fade-in-left-1 elementor-widget elementor-widget-aux_text\" data-move-in=\"\" data-move-out=\"\" data-axis-x=\"150\" data-axis-y=\"100\" data-rotate=\"90\" data-scale=\"1\" data-vp-top=\"0.5\" data-vp-bot=\"0.5\" data-el-top=\"0.2\" data-scroll-animation-off=\"1024\" data-id=\"d72ca45\" data-element_type=\"widget\" data-widget_type=\"aux_text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-text aux-parent-au99367dd2\">        <div class=\"aux-widget-advanced-text aux-wrap-style-simple aux-ico-pos-top aux-text-left aux-text-resp- aux-text-color-dark aux-text-widget-bg-center  \" >\n        \n            \n            <div class=\"aux-text-inner aux-text-widget-content\">\n                                <div class=\"widget-content\">\n                                        <ul><li>Thi\u1ebft k\u1ebf, x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean Google Cloud<\/li><li>X\u1eed l\u00fd batch v\u00e0 streaming data b\u1eb1ng c\u00e1ch tri\u1ec3n khai Data Pipeline t\u1ef1 \u0111\u1ed9ng tr\u00ean Cloud Dataflow<\/li><li>Thu nh\u1eadp Business insight t\u1eeb d\u1eef li\u1ec7u l\u1edbn b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng Google Bigquery<\/li><li>\u0110\u00e0o t\u1ea1o, \u0111\u00e1nh gi\u00e1 v\u00e0 d\u1ef1 \u0111o\u00e1n k\u1ebft qu\u1ea3 s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh Machine learning v\u1edbi Tensorflow v\u00e0 Cloud ML<\/li><li>T\u00e1i s\u1eed d\u1ee5ng d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng Spark v\u00e0 Machine Learning API tr\u00ean Cloud Dataproc<\/li><li>Khai ph\u00e1 s\u1ee9c m\u1ea1nh t\u1eeb vi\u1ec7c s\u1eed d\u1ee5ng streaming data<\/li><li>Ch\u1ecdn l\u1ef1a v\u00e0 \u0111i\u1ec1u ch\u1ec9nh I\/O cho Dataflow pipeline<\/li><li>S\u1eed d\u1ee5ng schemas \u0111\u1ec3 \u0111\u01a1n gi\u1ea3n h\u00f3a Heam code v\u00e0 c\u1ea3i thi\u1ec7n hi\u1ec7u xu\u1ea5t pipeline<\/li><li>Ph\u00e1t tri\u1ec3n Beam pipeline s\u1eed d\u1ee5ng SQL v\u00e0 DataFrames<\/li><li>Gi\u00e1m s\u00e1t, kh\u1eafc ph\u1ee5c s\u1ef1 c\u1ed1, ki\u1ec3m tra CI\/CD tr\u00ean Dataflow pipelines<\/li><\/ul>                <\/div>\n                            <\/div>\n        <\/div>\n                    <div class=\"aux-text-widget-footer\">\n                <div class=\"aux-border-shape-none \">\n                                <\/div>\n            <\/div>\n        \n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-75a2a8c elementor-widget elementor-widget-aux_image\" data-id=\"75a2a8c\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au52157a86\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-5-5.png\" alt=\"Asset 5\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0f5dc35 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0f5dc35\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-caa9d94\" data-id=\"caa9d94\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-672b02b elementor-widget elementor-widget-aux_image\" data-id=\"672b02b\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-aude8e0202\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-6-4.png\" alt=\"Asset 6\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0cc7fb elementor-widget elementor-widget-aux_modern_heading\" data-id=\"d0cc7fb\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h4 class=\"aux-modern-heading-primary\">N\u1ed9i dung kho\u00e1 h\u1ecdc<\/h4><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee4d74a elementor-widget elementor-widget-html\" data-id=\"ee4d74a\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div id=\"wrap-programs\">\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">01<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Introduction to Data Engineering<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Explore the role of a data engineer.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Analyze data engineering challenges.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Intro to BigQuery.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Data Lakes and Data Warehouses.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Demo: Federated Queries with BigQuery.<\/h5>\n      <\/div>\n      \n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Transactional Databases vs Data Warehouses.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Website Demo: Finding PII in your dataset with DLP API.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Partner effectively with other data teams.<\/h5>\n      <\/div>\n      \n     <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Manage data access and governance.<\/h5>\n      <\/div>\n      \n    \n     <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Build production-ready pipelines.<\/h5>\n      <\/div>\n      \n    \n     <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Review GCP customer case study.<\/h5>\n      <\/div>\n      \n    \n     <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Lab: Analyzing Data with BigQuery.<\/h5>\n      <\/div>\n    <\/div> \n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">02<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Building a Data Lake<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Introduction to Data Lakes.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Data Storage and ETL options on GCP.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Building a Data Lake using Cloud Storage.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Optional Demo: Optimizing cost with Google Cloud Storage classes and Cloud Functions.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Securing Cloud Storage.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Storing All Sorts of Data Types.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Video Demo: Running federated queries on Parquet and ORC files in BigQuery.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Cloud SQL as a relational Data Lake.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n        <span class=\"icon-body\">+<\/span>\n        <h5 class=\"title-body\">Lab: Loading Taxi Data into Cloud SQL.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n          <div class=\"wrap-number-head\">\n            <h3 class=\"number-head\">03<\/h3>\n          <\/div>\n          <h4 class=\"title-head\">Building a Data Warehouse<\/h4>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">The modern data warehouse.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Intro to BigQuery.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Demo: Query TB+ of data in seconds.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Getting Started.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Loading Data.<\/h5>\n        <\/div>\n        <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Video Demo: Querying Cloud SQL from BigQuery.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Loading Data into BigQuery.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Exploring Schemas.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Demo: Exploring BigQuery Public Datasets with SQL using INFORMATION_SCHEMA.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Schema Design.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Nested and Repeated Fields.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Demo: Nested and repeated fields in BigQuery.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Working with JSON and Array data in BigQuery.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Optimizing with Partitioning and Clustering.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Demo: Partitioned and Clustered Tables in BigQuery.<\/h5>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Preview: Transforming Batch and Streaming Data.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">04<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Introduction to Building Batch Data Pipelines<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">EL, ELT, ETL.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Quality considerations.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">How to carry out operations in BigQuery.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Demo: ELT to improve data quality in BigQuery.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Shortcomings.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">ETL to solve data quality issues.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">05<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">Executing Spark on Cloud Dataproc<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">The Hadoop ecosystem.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Running Hadoop on Cloud Dataproc.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">GCS instead of HDFS.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Optimizing Dataproc.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Running Apache Spark jobs on Cloud Dataproc.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">06<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Serverless Data Processing with Cloud Dataflow<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Cloud Dataflow.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Why customers value Dataflow.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Dataflow Pipelines.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: A Simple Dataflow Pipeline (Python\/Java).<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: MapReduce in Dataflow (Python\/Java).<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Side Inputs (Python\/Java).<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Dataflow Templates.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Dataflow SQL.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">07<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">  Manage Data Pipelines with Cloud Data Fusion and Cloud Composer<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Building Batch Data Pipelines visually with Cloud Data Fusion.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Components.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">UI Overview.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Building a Pipeline.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Exploring Data using Wrangler.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Building and executing a pipeline graph in Cloud Data Fusion.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Orchestrating work between GCP services with Cloud Composer.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Apache Airflow Environment.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">DAGs and Operators.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Workflow Scheduling.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Optional Long Demo: Event-triggered Loading of data with Cloud Composer, Cloud Functions, Cloud Storage, and BigQuery.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Monitoring and Logging.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: An Introduction to Cloud Composer.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">08<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Introduction to Processing Streaming Data<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Processing Streaming Data.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">09<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">  Serverless Messaging with Cloud Pub\/Sub<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Cloud Pub\/Sub.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Publish Streaming Data into Pub\/Sub.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">10<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Cloud Dataflow Streaming Features<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Cloud Dataflow Streaming Features.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Streaming Data Pipelines.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">11<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> High-Throughput BigQuery and Bigtable Streaming Features<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">BigQuery Streaming Features.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Streaming Analytics and Dashboards.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Cloud Bigtable.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Streaming Data Pipelines into Bigtable.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">12<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Advanced BigQuery Functionality and Performance<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Analytic Window Functions.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Using With Clauses.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">GIS Functions.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Demo: Mapping Fastest Growing Zip Codes with BigQuery GeoViz.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Performance Considerations.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Optimizing your BigQuery Queries for Performance.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Optional Lab: Creating Date-Partitioned Tables in BigQuery.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">13<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Introduction to Analytics and AI<\/h4>\n      <\/div>\n     <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">What is AI?.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">From Ad-hoc Data Analysis to Data Driven Decisions.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Options for ML models on GCP.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">14<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Prebuilt ML model APIs for Unstructured Data<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Unstructured Data is Hard.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">ML APIs for Enriching Data.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Using the Natural Language API to Classify Unstructured Text.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">15<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Big Data Analytics with Cloud AI Platform Notebooks<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Whats a Notebook.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">BigQuery Magic and Ties to Pandas.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: BigQuery in Jupyter Labs on AI Platform.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">16<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Production ML Pipelines with Kubeflow<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Ways to do ML on GCP.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Kubeflow.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">AI Hub.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab: Running AI models on Kubeflow.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">17<\/h3>\n        <\/div>\n        <h4 class=\"title-head\"> Custom Model building with SQL in BigQuery ML<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">BigQuery ML for Quick Model Building.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Demo: Train a model with BigQuery ML to predict NYC taxi fares.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Supported Models.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab Option 1: Predict Bike Trip Duration with a Regression Model in BQML.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Lab Option 2: Movie Recommendations in BigQuery ML.<\/h5>\n      <\/div>\n    <\/div>\n    <div class=\"wrap-program\">\n      <div class=\"head-program\">\n        <div class=\"wrap-number-head\">\n          <h3 class=\"number-head\">18<\/h3>\n        <\/div>\n        <h4 class=\"title-head\">  Custom Model building with Cloud AutoML<\/h4>\n      <\/div>\n      <div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Why Auto ML?<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Auto ML Vision.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Auto ML NLP.<\/h5>\n      <\/div>\n<div class=\"body-program\">\n          <span class=\"icon-body\">+<\/span>\n          <h5 class=\"title-body\">Auto ML Tables.<\/h5>\n      <\/div>\n    <\/div>\n  <\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69fbf39 elementor-widget elementor-widget-html\" data-id=\"69fbf39\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"wrap-btn-more\">\n    <button class=\"btn-more-list-item\">\n    <\/button>\n<button class=\"btn-hidden-more-list-item\">\n    <\/button>\n<\/div>\n\n<script>\n\njQuery(document).ready(function($) {\n  $(\" #wrap-programs .wrap-program:nth-child(n+4)\").addClass(\"course-hidden\");\n  $(\".btn-hidden-more-list-item\").addClass(\"course-hidden\");\n  let numItems = $('.wrap-program').length;\n  let count_more = numItems - 3;\n  $('.btn-more-list-item').text(\"+ \" + count_more + \" More lessons\");\n  $(\".btn-more-list-item\").attr(\"onclick\", \"showLessionCourse()\");\n  $(\".btn-hidden-more-list-item\").attr(\"onclick\", \"hiddenLessionCourse()\");\n  \nshowLessionCourse = () => {\n  $(\" #wrap-programs .wrap-program:nth-child(n+4)\").removeClass(\"course-hidden\");\n  $(\".btn-more-list-item\").addClass(\"course-hidden\");\n  $(\".btn-hidden-more-list-item\").removeClass(\"course-hidden\").text(\"See less\");;\n}\nhiddenLessionCourse = () => {\n  $(\" #wrap-programs .wrap-program:nth-child(n+4)\").addClass(\"course-hidden\");\n  $(\".btn-more-list-item\").removeClass(\"course-hidden\");\n  $(\".btn-hidden-more-list-item\").addClass(\"course-hidden\");\n}\n});\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-479d96b1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"479d96b1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-64f2bd33\" data-id=\"64f2bd33\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7a9dbce2 aux-appear-watch-animation aux-scale-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"7a9dbce2\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h5 class=\"aux-modern-heading-primary\">H\u1ecdc c\u00f9ng c\u00e1c<br \/>\nchuy\u00ean gia Goole Cloud<\/h5><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29d905ff elementor-widget elementor-widget-aux_image\" data-id=\"29d905ff\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-aua6e61a03\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2@2x-1.png\" alt=\"Asset 2@2x\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f280b5f elementor-widget elementor-widget-html\" data-id=\"4f280b5f\" data-element_type=\"widget\" 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<\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d84758d elementor-widget elementor-widget-aux_image\" data-id=\"3d84758d\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-au3e2cc636\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-2-1.png\" alt=\"Asset 2\" \/>            \n                <\/div>\n    <\/div>\n\n<\/section><!-- widget-container -->\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3f5f7a5b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3f5f7a5b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3232da71\" data-id=\"3232da71\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5638d86a elementor-widget elementor-widget-aux_modern_heading\" data-id=\"5638d86a\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h4 class=\"aux-modern-heading-primary\">C\u1ea3m ngh\u0129 h\u1ecdc vi\u00ean<\/h4><div class=\"aux-modern-heading-description\"><p>Cloud Ace Training<br \/>\u0111em \u0111\u1ebfn nh\u1eefng tr\u1ea3i nghi\u1ec7m tuy\u1ec7t v\u1eddi cho h\u1ecdc vi\u00ean<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3881b32 elementor-widget elementor-widget-aux_image\" data-id=\"3881b32\" data-element_type=\"widget\" data-widget_type=\"aux_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"widget-container aux-widget-image aux-alignnone aux-parent-auabd78e28\">\n    <div class=\"aux-media-hint-frame \">\n        <div class=\"aux-media-image \" >\n        \n            \n\n            \n            <img decoding=\"async\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Asset-4-1.png\" alt=\"Asset 4\" \/>            \n                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class=\"name-student\">Tr\u1ea7n Tu\u1ea5n Anh<\/h5>\r\n                    <p class=\"postion-student\">IT<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n              Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Associate Cloud Engineer m\u00ecnh \u0111\u00e3 bi\u1ebft c\u00e1ch v\u1eadn h\u00e0nh v\u00e0 tri\u1ec3n khai d\u1ef1 \u00e1n tr\u00ean Google Cloud v\u00e0 t\u1ef1 tin thi l\u1ea5y ch\u1ee9ng ch\u1ec9 c\u1ee7a Google Cloud\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img decoding=\"async\" class=\"icon-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img decoding=\"async\" class=\"img-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Anh-hoc-vien-Nguyen-Ngoc-Minh-Thy.jpeg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Nguy\u1ec5n Ng\u1ecdc Minh Thy<\/h5>\r\n                    <p class=\"postion-student\">Data Engineer<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n               Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Professional Data Engineer m\u00ecnh \u0111\u00e3 c\u00f3 \u0111\u1ee7 ki\u1ebfn th\u1ee9c v\u00e0 t\u1ef1 tin thi l\u1ea5y ch\u1ee9ng ch\u1ec9 Google Cloud \u0111\u1ec3 chu\u1ea9n b\u1ecb cho c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh s\u1eafp t\u1edbi\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img decoding=\"async\" class=\"icon-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img decoding=\"async\" class=\"img-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/quoc-thang.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Tr\u01b0\u01a1ng Qu\u1ed1c Th\u1eafng<\/h5>\r\n                    <p class=\"postion-student\">Data Engineer<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n         M\u00ecnh \u0111\u00e3 bi\u1ebft c\u00e1ch l\u1ef1a ch\u1ecdn c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 \u00e1p d\u1ee5ng v\u1edbi doanh nghi\u1ec7p \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 th\u00f4ng qua kh\u00f3a h\u1ecdc Professional Data Engineer\t\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img decoding=\"async\" class=\"icon-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img decoding=\"async\" class=\"img-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/Anh-Hoc-vien-Pha\u0323m-Van-Hung.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">Ph\u1ea1m V\u0103n H\u00f9ng<\/h5>\r\n                    <p class=\"postion-student\">IT<\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n         Kh\u00f3a h\u1ecdc r\u1ea5t chi ti\u1ebft v\u00e0 \u0111\u1ea7y \u0111\u1ee7, sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Associate Cloud Engineer, m\u00ecnh r\u1ea5t mu\u1ed1n c\u00f3 c\u01a1 h\u1ed9i h\u1ecdc th\u00eam c\u00e1c kh\u00f3a h\u1ecdc kh\u00e1c \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 Google Cloud\t\r\n            <\/span>\r\n        <\/div>\r\n    <\/div>\r\n    <div>\r\n        <div class=\"student-box\">\r\n            <img decoding=\"async\" class=\"icon-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/icon.png\" \/> \r\n            <div class=\"wrap-img\">\r\n                <img decoding=\"async\" class=\"img-student\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2021\/08\/minh-phuong.jpg\" \/>\r\n            <\/div>\r\n            <div class=\"wrap-content\">\r\n                <div class=\"wrap-content\">\r\n                    <p class=\"name-student\">D\u01b0\u01a1ng Minh Ph\u01b0\u01a1ng <\/h5>\r\n                    <p class=\"postion-student\">Engineer <\/p>\r\n                <\/div>\r\n            <\/div>\r\n            <span class=\"des-student\">\r\n               Sau khi h\u1ecdc xong kh\u00f3a h\u1ecdc Associate Cloud Engineer, m\u00ecnh \u0111\u00e3 hi\u1ec3u r\u00f5 v\u1ec1 Google Cloud v\u00e0 c\u00f3 th\u1ec3 \u0111\u01b0a ra 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